Your Agent Hates Your CLI - Ayush Bhardwaj, Allos AI

Agents' follow-up shell commands (head, tail, grep) reveal where your CLI output misleads them. Fix output, update the skill file, and replay recorded calls to test whether turns actually drop.

• agent skill — A reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.
• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

• videoEvery Correction You Give Your Agent Is Data - Brian Douglas, Paper Compute
• videoGive Your On-Call Its Own AI Teammate - Swaapnika Motapothula, Chinmay Gandhi & Vlad Tsvang, Meta
• videoYou Can't Tell What an Agent Skill Will Do by Reading It - Roey Ben Chaim, Zenity
• videoMerge Is the Bottleneck - Prasanna Sankar, Vorflux

• videoLet Your Agent Cook: Using Skills to Evaluate and Improve Your App — Ankur Duggal, Arize AIAI Engineer
• videoBuilding Self-Learning Loops for Your Agent — Fuad Ali, Arize AIAI Engineer
• videoAgents, codebases, and teams — Aditya Khandelwal, Amazon AGI LabAI Engineer

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